Triple

T16011645
Position Surface form Disambiguated ID Type / Status
Subject Richard Morgan E388348 entity
Predicate series P1761 FINISHED
Object Takeshi Kovacs series
The Takeshi Kovacs series is a cyberpunk science fiction saga following an ex-Envoy soldier navigating body-swapping technology, political intrigue, and noir-style mysteries in a dystopian future.
E1189410 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Takeshi Kovacs series | Statement: [Richard Morgan, series, Takeshi Kovacs series]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Takeshi Kovacs series
Context triple: [Richard Morgan, series, Takeshi Kovacs series]
  • A. Born series
    The Born series is a perturbative expansion in quantum scattering theory that expresses the scattering amplitude as an infinite series of successive interaction terms.
  • B. The Nova Trilogy
    The Nova Trilogy is a landmark experimental science fiction series by William S. Burroughs that uses cut-up techniques to explore themes of control, addiction, and societal collapse.
  • C. The Interdependency trilogy
    The Interdependency trilogy is a science fiction series by John Scalzi that follows political intrigue, collapsing faster-than-light trade routes, and the struggle to save a far-flung human empire from impending isolation.
  • D. Aftermath trilogy
    The Aftermath trilogy is a series of canon Star Wars novels by Chuck Wendig that chronicles the turbulent events following Return of the Jedi and the fall of the Galactic Empire.
  • E. The Void Trilogy
    The Void Trilogy is a space opera science fiction series by Peter F. Hamilton set in his Commonwealth universe, blending far-future technology, interstellar politics, and a mysterious universe-spanning entity known as the Void.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Takeshi Kovacs series
Triple: [Richard Morgan, series, Takeshi Kovacs series]
Generated description
The Takeshi Kovacs series is a cyberpunk science fiction saga following an ex-Envoy soldier navigating body-swapping technology, political intrigue, and noir-style mysteries in a dystopian future.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Takeshi Kovacs series
Target entity description: The Takeshi Kovacs series is a cyberpunk science fiction saga following an ex-Envoy soldier navigating body-swapping technology, political intrigue, and noir-style mysteries in a dystopian future.
  • A. Born series
    The Born series is a perturbative expansion in quantum scattering theory that expresses the scattering amplitude as an infinite series of successive interaction terms.
  • B. The Nova Trilogy
    The Nova Trilogy is a landmark experimental science fiction series by William S. Burroughs that uses cut-up techniques to explore themes of control, addiction, and societal collapse.
  • C. The Interdependency trilogy
    The Interdependency trilogy is a science fiction series by John Scalzi that follows political intrigue, collapsing faster-than-light trade routes, and the struggle to save a far-flung human empire from impending isolation.
  • D. Aftermath trilogy
    The Aftermath trilogy is a series of canon Star Wars novels by Chuck Wendig that chronicles the turbulent events following Return of the Jedi and the fall of the Galactic Empire.
  • E. The Void Trilogy
    The Void Trilogy is a space opera science fiction series by Peter F. Hamilton set in his Commonwealth universe, blending far-future technology, interstellar politics, and a mysterious universe-spanning entity known as the Void.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d86dabcb7c8190b6a39d6831d2fa1b completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1829119648190aef5b5e84b26d898 completed April 17, 2026, 12:45 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffcf267a9c81908f1fa1ad117c5e2c completed May 10, 2026, 12:19 a.m.
NEDg Description generation batch_69ffd0bfc05881908d7223c52050ea14 completed May 10, 2026, 12:26 a.m.
NED2 Entity disambiguation (via description) batch_69ffd159dbcc81908ac586a6b8de57cf completed May 10, 2026, 12:29 a.m.
Created at: April 10, 2026, 4:55 a.m.